OOD Detection on ImageNet Protocol Average (test)
97.73AUROCPromptSRC
Evaluation Results
| Method | Links | |
|---|---|---|
| PromptSRCScoring method=CLS-M2024.05 | 97.73 | |
| CoCoOpScoring method=CLS-M2024.05 | 97.69 | |
| PromptSRCScoring method=CLS-E2024.05 | 97.66 | |
| CoCoOpScoring method=CLS-E2024.05 | 97.65 | |
| IVLPScoring method=CLS-M2024.05 | 97.6 | |
| KgCoOpScoring method=CLS-M2024.05 | 97.57 | |
| PromptSRCScoring method=MaxLogit2024.05 | 97.57 | |
| IVLPScoring method=CLS-E2024.05 | 97.5 | |
| KgCoOpScoring method=CLS-E2024.05 | 97.5 | |
| PromptSRCScoring method=Energy2024.05 | 97.49 | |
| MaPLeScoring method=MaxLogit2024.05 | 97.48 | |
| MaPLeScoring method=CLS-M2024.05 | 97.48 | |
| CoCoOpScoring method=MaxLogit2024.05 | 97.42 | |
| MaPLeScoring method=Energy2024.05 | 97.38 | |
| CoCoOpScoring method=Energy2024.05 | 97.34 | |
| KgCoOpScoring method=MaxLogit2024.05 | 97.34 | |
| KgCoOpScoring method=Energy2024.05 | 97.24 | |
| MaPLeScoring method=CLS-E2024.05 | 97.23 | |
| ProGradScoring method=CLS-M2024.05 | 97.2 | |
| IVLPScoring method=MaxLogit2024.05 | 97.19 | |
| LoCoOpScoring method=CLS-M2024.05 | 97.19 | |
| ProGradScoring method=CLS-E2024.05 | 97.12 | |
| IVLPScoring method=Energy2024.05 | 97.03 | |
| LoCoOpScoring method=CLS-E2024.05 | 96.94 | |
| ProGradScoring method=MaxLogit2024.05 | 96.84 | |
| CoOpScoring method=CLS-M2024.05 | 96.74 | |
| ProGradScoring method=Energy2024.05 | 96.73 | |
| CoOpScoring method=CLS-E2024.05 | 96.72 | |
| LoCoOpScoring method=MaxLogit2024.05 | 96.59 | |
| CoOpScoring method=MaxLogit2024.05 | 96.46 | |
| CoOpScoring method=Energy2024.05 | 96.43 | |
| LoCoOpScoring method=Energy2024.05 | 96.15 |